# AUP Benchmark Data
# Format: task -> method -> list of (rho, accuracy) pairs
# rho: parallelism (tokens per forward)
# accuracy: model accuracy (0-1 scale)

# Model metadata: type (AR/dLLM), foundation model, link
_meta:
  Qwen-2.5-7B-it:
    type: AR
    foundation: Qwen-2.5-7B-it
    link: https://huggingface.co/Qwen/Qwen2.5-7B-Instruct
  EAGLE-3:
    type: AR
    foundation: Llama-3.1-8B-it
    link: https://github.com/SafeAILab/EAGLE
  Dream:
    type: dLLM
    foundation: Dream-v0-it-7B
    link: https://github.com/DreamLM/Dream
  Fast-dLLM-Dream:
    type: dLLM
    foundation: Dream-v0-it-7B
    link: https://github.com/NVlabs/Fast-dLLM
  Fast-dLLM-v2:
    type: dLLM
    foundation: Qwen-2.5-7B-it
    link: https://github.com/NVlabs/Fast-dLLM/tree/main/v2
  dParallel-Dream:
    type: dLLM
    foundation: Dream-v0-it-7B
    link: https://github.com/czg1225/dParallel
  d3LLM-Dream:
    type: dLLM
    foundation: Dream-v0-it-7B
    link: https://github.com/hao-ai-lab/d3llm

GSM8K-CoT:
  Qwen-2.5-7B-it:
  - [1.0, 74.1]
  EAGLE-3:
  - [1.0, 76.57]
  - [5.12, 76.57]
  Dream:
  - [1.0, 83.94]
  Fast-dLLM-Dream:
  - [1.0, 83.68]
  - [1.44, 79.0]
  Fast-dLLM-v2:
  - [1.0, 82.82]
  - [2.21, 81.48]
  dParallel-Dream:
  - [1.0, 83.8]
  - [3.02, 82.12]
  d3LLM-Dream:
  - [1.0, 83.47]
  - [4.94, 81.36]
MATH:
  Qwen-2.5-7B-it:
  - [1.0, 41.15]
  EAGLE-3:
  - [1.0, 39.80]
  - [5.72, 39.80]
  Dream:
  - [1.0, 39.63]
  Fast-dLLM-Dream:
  - [1.0, 39.53]
  - [1.78, 38.3]
  Fast-dLLM-v2:
  - [1.0, 49.92]
  - [2.61, 48.74]
  dParallel-Dream:
  - [1.0, 39.06]
  - [2.94, 38.72]
  d3LLM-Dream:
  - [1.0, 39.38]
  - [3.92, 38.21]
MBPP-Instruct:
  Qwen-2.5-7B-it:
  - [1.0, 63.8]
  EAGLE-3:
  - [1.0, 60.20]
  - [5.69, 60.20]
  Dream:
  - [1.0, 57.2]
  Fast-dLLM-Dream:
  - [1.0, 56.38]
  - [1.2, 53.2]
  Fast-dLLM-v2:
  - [1.0, 61.23]
  - [2.04, 59.12]
  dParallel-Dream:
  - [1.0, 57.8]
  - [2.24, 55.4]
  d3LLM-Dream:
  - [1.0, 58.8]
  - [2.96, 55.60]
HumanEval-Instruct:
  Qwen-2.5-7B-it:
  - [1.0, 72.25]
  EAGLE-3:
  - [1.0, 67.58]
  - [5.98, 67.58]
  Dream:
  - [1.0, 55.2]
  Fast-dLLM-Dream:
  - [1.0, 54.86]
  - [1.33, 54.27]
  Fast-dLLM-v2:
  - [1.0, 63.2]
  - [2.58, 61.7]
  dParallel-Dream:
  - [1.0, 56.08]
  - [2.57, 54.27]
  d3LLM-Dream:
  - [1.0, 58.86]
  - [3.20, 57.10]
Long-GSM8K:
  Qwen-2.5-7B-it:
  - [1.0, 82.56]
  EAGLE-3:
  - [1.0, 80.52]
  - [5.57, 80.52]
  Dream:
  - [1.0, 78.95]
  Fast-dLLM-Dream:
  - [1.0, 78.83]
  - [1.79, 76.57]
  Fast-dLLM-v2:
  - [1.0, 82.34]
  - [2.58, 80.97]
  dParallel-Dream:
  - [1.0, 81.27]
  - [3.49, 78.56]
  d3LLM-Dream:
  - [1.0, 81.2]
  - [4.80, 77.18]